Enterprise artificial intelligence startup Corvic AI Inc. today released Corvic V5, a version of its platform built around reusing prompts, so when one gets the right answer, V5 can save it as a workflow that fires again on its own and pulls in current data.

The company sells what it calls an Intelligence Composition Platform. Most enterprise AI stops once it hands back an answer. V5 goes further, letting a team take an interaction that worked and turn it into a workflow that keeps running as the data behind it changes.

The update comes as many organizations remain stuck at the pilot stage. The models themselves are rarely the problem. What trips companies up is scattered data, plus the orchestration, governance and reliability headaches that show up once a system goes live. Corvic wants its platform to sit between that data and the models.

V5 adds expanded data connectivity, reusable workflow automation, tighter security controls and improved orchestration across structured and unstructured information. It also broadens support for external application programming interfaces and enterprise data sources, allowing customers to link business applications, databases, documents, cloud storage and third-party services into a single set of AI workflows.

“Enterprises don’t need another chatbot. They need AI that can reliably execute real business processes,” said co-founder and Chief Executive Farshid Sabet. “V5 represents a major step toward that future by helping organizations connect their data, automate complex workflows and improve the accuracy of the models they’re already using.”

Security and governance are a central part of the release. Corvic said V5 introduces stronger credential management and protected API connectivity, with an architecture built to keep sensitive enterprise credentials from being exposed while an AI process runs.

The company is also expanding its library of prebuilt workflow templates, covering common use cases across research, finance, operations, engineering, procurement and customer support. Corvic said it has already run deployments spanning engineering document analysis, financial workflow automation, competitive intelligence, research synthesis and operational reporting.

The model is rarely the hard part, Sabet said. The money and time go into wiring up data sources and keeping pipelines alive and workflows get torn down and rebuilt whenever something shifts. Whoever makes that work repeatable, he said, wins.

Corvic dates to 2023 and has customers spanning manufacturing, life sciences, logistics and enterprise software. The company raised a $12 million seed round in April 2025, led by M Ventures and Robert Bosch Venture Capital GmbH, with Foothill Ventures, Lam Capital, LDV Partners, K2 Access Fund and Brian Long of Atlantic Bridge also taking part.

Image: Corvic AI